Find the paper on @arxiv at https://
arxiv.org/abs/2305.16504 and more details on our blog at https://
sambanova.ai/blog/enabling-
open-source-llms-to-become-effective-tool-manipulators/
…
(9/10)
OPEN SOURCE
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Open-Source LLMs Become Effective Tool Manipulators
By
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Open-Source LLMs Struggle With API Selection and Code Generation
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According to our error analysis, we observe that open-source LLMs often face difficulty in 1. API selection
2. API argument population,
3. generating legitimate and executable code. (6/10) -
Optimizing OSS Models with System Prompts RAG Fine-tuning
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We use established fast and simple techniques to improve OSS model performance. These techniques include system prompts to generate less verbose answers, RAG to reduce hallucinations and fine-tuning to improve accuracy. (7/10)
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OSS Models Close Gap With Proprietary Tools via Techniques
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As seen on the @huggingface leaderboard, these techniques reduce the gap between proprietary and OSS models significantly and make OSS models useful for tool manipulation. https://
huggingface.co/spaces/qianton
g-xu/toolbench-leaderboard
…
(8/10) -
Open Source Models Progress With API Integration Capabilities
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These capabilities allow models to access knowledge beyond their training data. OSS models have made progress with releases from @AiEleuther @Meta @BigscienceW @StabilityAI @TIIuae @salesforce @BigCodeProject @databricks however their ability to use software APIs is unclear(3/10)
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Open Source vs Proprietary AI Models: Performance Gap Analysis
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We benchmark a wide variety of OSS and proprietary models from @AiEleuther @Meta @BigscienceW @StabilityAI @OpenAI @TIIuae @salesforce @BigCodeProject @databricks and others. We see a huge gap between proprietary models and OSS models. (5/10)
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Open Source LLMs Become Effective Tool Manipulators
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TECHNICAL UPDATE: We are excited to share our work on how to enable OSS to become effective tool manipulators. https://
sambanova.ai/blog/enabling-
open-source-llms-to-become-effective-tool-manipulators/
… The benchmarks, leaderboard, and tuned models are available on @huggingface
. (1/10) -
Upstage SOLAR-0-70b Reaches #1 LLM Ranking Achievement
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It was #1 as of Aug 1, 2023 to Aug 10. Please check it out https://
huggingface.co/upstage/SOLAR-
0-70b-16bit
… (was upstage/Llama-2-70b-instruct-v2). Thanks! -
Poe API enables access to fine-tuned AI models
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We are looking forward to providing access to more models. If you are experimenting with fine tuning Llama 2 or any other model, it’s easy to use Poe as a frontend via our API: https://
developer.poe.com/api-bots/quick
-start
…. And feel free to contact us at developers@poe.com with more questions. (2/3)